DibaGuard / models /seq_v1 /seqnet.bin.json
DibaAi's picture
DibaGuard: public licence-clean release (Dibachain)
5d97275 verified
Raw History Blame Contribute Delete
5.51 kB
{"emb_port": {"dtype": "<f4", "shape": [1280, 16], "offset": 0, "nbytes": 81920}, "emb_proto": {"dtype": "<f4", "shape": [5, 4], "offset": 81920, "nbytes": 80}, "enc.0.w": {"dtype": "<f4", "shape": [64, 85], "offset": 82000, "nbytes": 21760}, "enc.0.b": {"dtype": "<f4", "shape": [64], "offset": 103760, "nbytes": 256}, "enc.1.w": {"dtype": "<f4", "shape": [64, 64], "offset": 104016, "nbytes": 16384}, "enc.1.b": {"dtype": "<f4", "shape": [64], "offset": 120400, "nbytes": 256}, "head.0.w": {"dtype": "<f4", "shape": [64, 64], "offset": 120656, "nbytes": 16384}, "head.0.b": {"dtype": "<f4", "shape": [64], "offset": 137040, "nbytes": 256}, "head.1.w": {"dtype": "<f4", "shape": [41, 64], "offset": 137296, "nbytes": 10496}, "head.1.b": {"dtype": "<f4", "shape": [41], "offset": 147792, "nbytes": 164}, "gru.l0.w_ih": {"dtype": "<f4", "shape": [192, 64], "offset": 147956, "nbytes": 49152}, "gru.l0.w_hh": {"dtype": "<f4", "shape": [192, 64], "offset": 197108, "nbytes": 49152}, "gru.l0.b_ih": {"dtype": "<f4", "shape": [192], "offset": 246260, "nbytes": 768}, "gru.l0.b_hh": {"dtype": "<f4", "shape": [192], "offset": 247028, "nbytes": 768}, "gru.l1.w_ih": {"dtype": "<f4", "shape": [192, 64], "offset": 247796, "nbytes": 49152}, "gru.l1.w_hh": {"dtype": "<f4", "shape": [192, 64], "offset": 296948, "nbytes": 49152}, "gru.l1.b_ih": {"dtype": "<f4", "shape": [192], "offset": 346100, "nbytes": 768}, "gru.l1.b_hh": {"dtype": "<f4", "shape": [192], "offset": 346868, "nbytes": 768}, "ctx.w": {"dtype": "<f4", "shape": [128, 64], "offset": 347636, "nbytes": 32768}, "ctx.b": {"dtype": "<f4", "shape": [128], "offset": 380404, "nbytes": 512}, "ctx_pool_default": {"dtype": "<f4", "shape": [64], "offset": 380916, "nbytes": 256}, "info": {"version": "seq_v1", "kind": "sequence_detector", "K": 32, "d": 64, "families": ["benign", "sqli", "nosqli", "xss", "cmdi", "rce", "traversal", "lfi", "rfi", "ssti", "ssrf", "xxe", "jndi", "deser", "java", "ldapi", "xpathi", "crlf", "redirect", "session", "protocol", "scan", "bot", "attack_generic", "dos", "ddos", "portscan", "bruteforce", "botnet", "infiltration", "exfil", "webattack", "mitm", "recon", "malware", "backdoor", "worm", "fuzzing", "exploit", "lateral"], "numeric": ["log_bytes_in", "log_bytes_out", "log_pkts_in", "log_pkts_out", "log_duration_ms", "log_bpp_in", "log_bpp_out", "pkt_ratio", "noreply", "flags_fin", "flags_syn", "flags_rst", "flags_psh", "flags_ack", "flags_urg", "cflags_fin", "cflags_syn", "cflags_rst", "cflags_psh", "cflags_ack", "cflags_urg", "sflags_fin", "sflags_syn", "sflags_rst", "sflags_psh", "sflags_ack", "sflags_urg", "flags_known", "ent_src_flows_h1", "ent_src_bytes_in_h1", "ent_src_pkts_in_h1", "ent_src_noreply_h1", "ent_src_synonly_h1", "ent_src_rst_h1", "ent_src_newport_h1", "ent_src_newhost_h1", "ent_src_repeat_h1", "ent_src_short_h1", "ent_src_flows_h2", "ent_src_bytes_in_h2", "ent_src_pkts_in_h2", "ent_src_noreply_h2", "ent_src_synonly_h2", "ent_src_rst_h2", "ent_src_newport_h2", "ent_src_newhost_h2", "ent_src_repeat_h2", "ent_src_short_h2", "ent_src_flows_h3", "ent_src_bytes_in_h3", "ent_src_pkts_in_h3", "ent_src_noreply_h3", "ent_src_synonly_h3", "ent_src_rst_h3", "ent_src_newport_h3", "ent_src_newhost_h3", "ent_src_repeat_h3", "ent_src_short_h3", "ent_gap_s", "ent_gap_ewma_s", "ent_dst_flows_h1", "ent_dst_noreply_h1", "ent_dst_newsrc_h1", "ent_dst_flows_h2", "gap_known"], "port_vocab": 1280, "proto_vocab": 5, "temperature": 4.4848122434201265, "testbeds": ["simargl2021", "simargl2022", "appraise", "aci2023", "cic2018aws", "lu2020", "lu2021"], "thresholds": {"0.01": 4.689255714416504, "0.001": 6.76589822769165, "0.0001": 7.97993803024292}, "made": "2026-10-31", "data": "licence-clean (roadmap 16)", "licences": {"simargl2021": "cc-by-4.0", "simargl2022": "cc-by-4.0", "appraise": "cc-by-4.0", "aci2023": "cc-by-4.0", "cic2018aws": "cic-unb-cite", "lu2020": "cc-by-sa-4.0", "lu2021": "cc-by-sa-4.0"}, "notice": {"aci2023": {"licence": "cc-by-4.0", "origin": "kaggle:emilynack/aci-iot-network-traffic-dataset-2023", "cite": "Nack et al., 'ACI IoT Network Traffic Dataset 2023', MILCOM 2024; IEEE DataPort doi:10.21227/qacj-3x32"}, "appraise": {"licence": "cc-by-4.0", "origin": "kaggle:ittibydgoszcz/appraise-h2020-real-labelled-netflow-dataset", "cite": "ITTI Sp. z o.o., APPRAISE H2020 real labelled NetFlow dataset (Kaggle), CC BY 4.0"}, "cic2018aws": {"licence": "cic-unb-cite", "origin": "https://cse-cic-ids2018.s3.ca-central-1.amazonaws.com (AWS open data, publisher's copy)", "cite": "Sharafaldin, Habibi Lashkari, Ghorbani, ICISSP 2018; CSE-CIC-IDS2018 on AWS, https://registry.opendata.aws/cse-cic-ids2018"}, "lu2020": {"licence": "cc-by-sa-4.0", "origin": "kaggle:mryanm/luflow-network-intrusion-detection-data-set", "cite": "Mills, Marnerides, Broadbent, Race, 'Practical Intrusion Detection of Emerging Threats', IEEE TNSM 2021, doi:10.1109/TNSM.2021.3091517 (LUFlow, CC BY-SA 4.0)"}, "lu2021": {"licence": "cc-by-sa-4.0", "origin": "kaggle:mryanm/luflow-network-intrusion-detection-data-set", "cite": "as lu2020"}, "simargl2021": {"licence": "cc-by-4.0", "origin": "kaggle:h2020simargl/simargl2021-network-intrusion-detection-dataset", "cite": "Mihailescu et al., 'The Proposition and Evaluation of the RoEduNet-SIMARGL2021 Network Intrusion Detection Dataset', Sensors 21(13):4319, 2021"}, "simargl2022": {"licence": "cc-by-4.0", "origin": "kaggle:h2020simargl/simargl2022", "cite": "H2020 SIMARGL, SIMARGL2022 network traffic dataset (Kaggle h2020simargl/simargl2022), CC BY 4.0"}}}}